{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c47ce7b4",
   "metadata": {},
   "source": [
    "# Ganger Causality for Time Series Causal Discovery\n",
    "\n",
    "Granger causality can be used for causal discovery in continuous time series data without contemporaneous causal connections. The intuition behind Granger causality is that for two time series random variables $X$ and $Y$, if including the past values of $X$ to predict $Y$ improves the prediction performance, over using only the past values of $Y$, then $X$ causes $Y$. In practice, to find the causal parents of a variable, this algorithm involves performing linear regression to predict that variable using the remaining variables, and using the regression coefficients to determine the causality.\n",
    "\n",
    "Granger causality assumes: \n",
    "1. linear relationship between variables, \n",
    "2. covariance stationary, i.e., a temporal sequence of random variables all have the same mean and the covariance between the random variables at any two time steps depends only on their relative positions, and \n",
    "3. no hidden confounders."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "47b47f0d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n",
    "import pickle as pkl\n",
    "import time\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "30960522",
   "metadata": {},
   "outputs": [],
   "source": [
    "from causalai.models.time_series.granger import GrangerSingle, Granger\n",
    "\n",
    "# also importing data object, data transform object, and prior knowledge object, and the graph plotting function\n",
    "from causalai.data.time_series import TimeSeriesData\n",
    "from causalai.data.data_generator import DataGenerator, GenerateRandomTimeseriesSEM\n",
    "from causalai.data.transforms.time_series import StandardizeTransform\n",
    "from causalai.models.common.prior_knowledge import PriorKnowledge\n",
    "from causalai.misc.misc import plot_graph, get_precision_recall"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3bb7e3f",
   "metadata": {},
   "source": [
    "## Load and Visualize Data\n",
    "\n",
    "Load the dataset and visualize the ground truth causal graph. For the purpose of this example, we will use a synthetic dataset available in our repository."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c3d2edc3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'a': [],\n",
       " 'b': [('a', -1), ('f', -1)],\n",
       " 'c': [('b', -2), ('f', -2)],\n",
       " 'd': [('b', -4), ('b', -1), ('g', -1)],\n",
       " 'e': [('f', -1)],\n",
       " 'f': [],\n",
       " 'g': []}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fn = lambda x:x\n",
    "coef = 0.1\n",
    "sem = {\n",
    "        'a': [], \n",
    "        'b': [(('a', -1), coef, fn), (('f', -1), coef, fn)], \n",
    "        'c': [(('b', -2), coef, fn), (('f', -2), coef, fn)],\n",
    "        'd': [(('b', -4), coef, fn), (('b', -1), coef, fn), (('g', -1), coef, fn)],\n",
    "        'e': [(('f', -1), coef, fn)], \n",
    "        'f': [],\n",
    "        'g': [],\n",
    "        }\n",
    "\n",
    "T = 5000\n",
    "\n",
    "# var_names = [str(i) for i in range(6)]\n",
    "# sem = GenerateRandomTimeseriesSEM(var_names=var_names, max_num_parents=2, seed=1)\n",
    "\n",
    "data_array, var_names, graph_gt = DataGenerator(sem, T=T, seed=0)\n",
    "graph_gt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ecd749f",
   "metadata": {},
   "source": [
    "Now we perform the following operations:\n",
    "1. Standardize the data arrays\n",
    "2. Create the data object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2cebfdc3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "# 1.\n",
    "StandardizeTransform_ = StandardizeTransform()\n",
    "StandardizeTransform_.fit(data_array)\n",
    "\n",
    "data_trans = StandardizeTransform_.transform(data_array)\n",
    "\n",
    "# 2.\n",
    "data_obj = TimeSeriesData(data_trans, var_names=var_names)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7090e859",
   "metadata": {},
   "source": [
    "We visualize the training data below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "52d4a463",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "plot_graph(graph_gt, node_size=1000)\n",
    "\n",
    "\n",
    "\n",
    "for i, n in enumerate(var_names):\n",
    "    plt.plot(data_trans[-50:,i], label=n)\n",
    "plt.legend()\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32601e85",
   "metadata": {},
   "source": [
    "## Causal Discovery (CD)\n",
    "\n",
    "Our library supports running Granger causal discovery in two modes:\n",
    "\n",
    "1. Targeted CD: Find causal parents of a single given variable. This is useful when we are only interested in finding out the cause of a specific variable, and not others. We thus save both compute and time this way.\n",
    "2. Full CD: Find the full causal graph. This is costlier and scales linearly with the number of variables compared to the time taken by the mode above.\n",
    "\n",
    "Enable/Disable Parallel Processing:\n",
    "\n",
    "Before we instantiate our causal discovery model, we need to decide if we want to use multi-processing. Multi-processing typically provides a significant speed-up for the PC algorithm, but does not provide much advantage for Granger causality because it is already a light weight algorithm, unless the number of variables or samples is very large. In order to use multi-processing in our causal discovery library, we pass the argument use_multiprocessing=True to the model constructor. It's default value is False.\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad42d0b4",
   "metadata": {},
   "source": [
    "### Targeted Causal Discovery"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4245c323",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Target Variable: b, using max_lag 4, pvalue_thres 0.05\n"
     ]
    }
   ],
   "source": [
    "\n",
    "\n",
    "prior_knowledge = None # PriorKnowledge(forbidden_links={'a': ['b']})\n",
    "\n",
    "target_var = 'b'\n",
    "max_lag = 4\n",
    "pvalue_thres = 0.05\n",
    "print(f'Target Variable: {target_var}, using max_lag {max_lag}, pvalue_thres {pvalue_thres}')\n",
    "\n",
    "granger_single = GrangerSingle(\n",
    "    data=data_obj,\n",
    "    prior_knowledge=prior_knowledge,\n",
    "    max_iter=1000, # number of optimization iterations for model fitting (default value is 1000)\n",
    "    use_multiprocessing=False\n",
    "    )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "736a5862",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time taken: 0.08s\n",
      "\n",
      "parents \n",
      " [('f', -1), ('a', -1)]\n",
      "\n",
      "value_dict \n",
      " {('a', -1): 0.06738488546606493, ('a', -2): 0.0, ('a', -3): 0.0, ('a', -4): 0.0, ('b', -1): 0.0, ('b', -2): 0.0, ('b', -3): -0.0, ('b', -4): -0.0069385872161479584, ('c', -1): -0.0, ('c', -2): 0.0, ('c', -3): 0.0, ('c', -4): 0.0, ('d', -1): 0.0, ('d', -2): 0.0, ('d', -3): -0.0, ('d', -4): 0.0, ('e', -1): -0.0, ('e', -2): 0.0018099624305629501, ('e', -3): 0.0, ('e', -4): 0.0, ('f', -1): 0.08500800021771439, ('f', -2): 0.0, ('f', -3): 0.0, ('f', -4): 0.0, ('g', -1): 0.0, ('g', -2): -0.0, ('g', -3): -0.0, ('g', -4): 0.0}\n",
      "\n",
      "pvalue_dict \n",
      " {('a', -1): 1.7511628236741997e-06, ('a', -2): 1.0, ('a', -3): 1.0, ('a', -4): 1.0, ('b', -1): 1.0, ('b', -2): 1.0, ('b', -3): 1.0, ('b', -4): 0.6256123328298464, ('c', -1): 1.0, ('c', -2): 1.0, ('c', -3): 1.0, ('c', -4): 1.0, ('d', -1): 1.0, ('d', -2): 1.0, ('d', -3): 1.0, ('d', -4): 1.0, ('e', -1): 1.0, ('e', -2): 0.898136948864976, ('e', -3): 1.0, ('e', -4): 1.0, ('f', -1): 1.7218673803622566e-09, ('f', -2): 1.0, ('f', -3): 1.0, ('f', -4): 1.0, ('g', -1): 1.0, ('g', -2): 1.0, ('g', -3): 1.0, ('g', -4): 1.0}\n",
      "\n",
      "undirected_edges \n",
      " []\n",
      "\n"
     ]
    }
   ],
   "source": [
    "tic = time.time()\n",
    "result = granger_single.run(target_var=target_var, pvalue_thres=pvalue_thres, max_lag=max_lag)\n",
    "\n",
    "toc = time.time()\n",
    "print(f'Time taken: {toc-tic:.2f}s\\n')\n",
    "\n",
    "for key in result.keys():\n",
    "    print(key, '\\n', result[key])\n",
    "    print()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5eff5dde",
   "metadata": {},
   "source": [
    "The output variable result is a dictionary with 3 keys, _parents_, _value\\_dict_ and _pvalue\\_dict_. The first one is a list of the causal parents. Each of latter ones is a dictionary, with keys equal to all possile candidates of the specified target variable. On a side note, note that if any links are specified as forbidden in prior_knowledge, they will be ignored during the computation and will not be present in result.\n",
    "\n",
    "The dictionary result['value_dict'] contains the strength of the link between the targeted variable and each of the candidate parents. The dictionary result['pvalue_dict'] contains the p-values of the said strength. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "52f7ef20",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted parents:\n",
      "[('f', -1), ('a', -1)]\n",
      "Ground truth parents:\n",
      "[('a', -1), ('f', -1)]\n"
     ]
    }
   ],
   "source": [
    "\n",
    "print(f'Predicted parents:')\n",
    "parents = result['parents']\n",
    "print(parents)\n",
    "\n",
    "print(f\"Ground truth parents:\")\n",
    "print(graph_gt[target_var])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2456bc1",
   "metadata": {},
   "source": [
    "The way to read this Python dictionary is that $b[t]$ has parents $f[t-1]$ and $a[t-1]$."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25110a27",
   "metadata": {},
   "source": [
    "### Full Causal Discovery"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6265ffbb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using max_lag 4\n"
     ]
    }
   ],
   "source": [
    "\n",
    "\n",
    "prior_knowledge = None #  PriorKnowledge(forbidden_links={'a': ['b']})\n",
    "\n",
    "max_lag = 4\n",
    "pvalue_thres=0.01\n",
    "print(f'Using max_lag {max_lag}')\n",
    "\n",
    "granger = Granger(\n",
    "        data=data_obj,\n",
    "        prior_knowledge=prior_knowledge,\n",
    "        max_iter=1000, # number of optimization iterations for model fitting (default value is 1000)\n",
    "        use_multiprocessing=False\n",
    "        )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b2b8f20e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time taken: 0.56s\n",
      "\n",
      " The output causal_strength has keys: dict_keys(['a', 'b', 'c', 'd', 'e', 'f', 'g'])\n"
     ]
    }
   ],
   "source": [
    "tic = time.time()\n",
    "result = granger.run(pvalue_thres=pvalue_thres, max_lag=max_lag)\n",
    "toc = time.time()\n",
    "print(f'Time taken: {toc-tic:.2f}s\\n')\n",
    "\n",
    "\n",
    "print(f' The output causal_strength has keys: {result.keys()}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33613728",
   "metadata": {},
   "source": [
    "The output _result_ has the variable names as its keys, and the value corresponding to each key is a dictionary with 3 keys, parents, value_dict and pvalue_dict. The first one is a list of the causal parents. The dictionary result['value_dict'] contains the strength of the link between the targeted variable and each of the candidate parents. The dictionary result['pvalue_dict'] contains the p-values of the said strength.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6fc53f69",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ground truth parents:\n",
      "a: []\n",
      "b: [('a', -1), ('f', -1)]\n",
      "c: [('b', -2), ('f', -2)]\n",
      "d: [('b', -4), ('b', -1), ('g', -1)]\n",
      "e: [('f', -1)]\n",
      "f: []\n",
      "g: []\n",
      "\n",
      "Predicted parents:\n",
      "a: []\n",
      "b: [('f', -1), ('a', -1)]\n",
      "c: [('b', -2), ('f', -2)]\n",
      "d: [('g', -1), ('b', -4), ('b', -1)]\n",
      "e: [('f', -1)]\n",
      "f: []\n",
      "g: []\n",
      "Precision 1.00, Recall: 1.00, F1 score: 1.00\n"
     ]
    }
   ],
   "source": [
    "print(f\"Ground truth parents:\")  \n",
    "for key in graph_gt.keys():\n",
    "    print(f'{key}: {graph_gt[key]}')\n",
    "    \n",
    "print(f'\\nPredicted parents:')\n",
    "graph_est={n:[] for n in result.keys()}\n",
    "for key in result.keys():\n",
    "    parents = result[key]['parents']\n",
    "    graph_est[key].extend(parents)\n",
    "    print(f'{key}: {parents}')\n",
    "\n",
    "    \n",
    "precision, recall, f1_score = get_precision_recall(graph_est, graph_gt)\n",
    "print(f'Precision {precision:.2f}, Recall: {recall:.2f}, F1 score: {f1_score:.2f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bee1a652",
   "metadata": {},
   "source": [
    "The way to read this Python dictionary is that $a[t]$ has no parent. $b[t]$ has parents $f[t-1]$ and $a[t-1]$, and so on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ec8b9253",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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